text: import pandas as pd
  import numpy as np
  
  ##This file takes results_hyperParams(output of aucroc_aucpr) as input, retrieves the maxima of AUCROCmax/AUCPRmax/AUCROClast/AUCPRlast values and obtains the Hyperparamaters
  
  ##initialize Pandas DataFrame
  values_df=pd.DataFrame(columns=['hiddenSizes', 'lastDropout', 'weightDecay', 'AUCROC_max', 'AUCPR_max','AUCROC_last', 'AUCPR_last'])
  
  ##load data
  input=open('./AUCROC_AUCPR/results_extract_aucroc_aucpr', 'r').readlines()
  for l in range(0, len(input), 2):
      hyperParams=input[l].split()
      values=input[l+1].split()
      values_df.loc[len(values_df)]=[hyperParams[0], hyperParams[1], hyperParams[2], float(values[0]),float(values[1]),float(values[2]),float(values[3])]
  
  ##retrieves maxima for AUCROCmax/AUCPRmax/AUCROClast/AUCPRlast
  AUCROC_maxmax=values_df['AUCROC_max'].max()
  AUCPR_maxmax=values_df['AUCPR_max'].max()
  AUCROC_lastmax=values_df['AUCROC_last'].max()
  AUCPR_lastmax=values_df['AUCPR_last'].max()
  
  ##retrieves indeces of  maxima for AUCROCmax/AUCPRmax/AUCROClast/AUCPRlast
  AUCROC_maxmax_indx=values_df['AUCROC_max'].idxmax()
  AUCPR_maxmax_indx=values_df['AUCPR_max'].idxmax()
  AUCROC_lastmax_indx=values_df['AUCROC_last'].idxmax()
  AUCPR_lastmax_indx=values_df['AUCPR_last'].idxmax()
  
  ##retrieves Hyperparameters of maxima for AUCROCmax/AUCPRmax/AUCROClast/AUCPRlast
  AUCROC_maxmax_HyperParams=values_df.iloc[AUCROC_maxmax_indx,0:3]
  AUCPR_maxmax_HyperParams=values_df.iloc[AUCPR_maxmax_indx,0:3]
  AUCROC_lastmax_HyperParams=values_df.iloc[AUCROC_lastmax_indx,0:3]
  AUCPR_lastmax_HyperParams=values_df.iloc[AUCPR_lastmax_indx,0:3]
  
  ##print pretty
  print(values_df)
  
  print('------------------------------------------------------------------------')
  print('Maximum Value AUCROCmax: ', AUCROC_maxmax)
  print('Index Maximum Value AUCROCmax: ', AUCROC_maxmax_indx)
  print('HyperParams- Maximum Value AUCROCmax: ')
  print(AUCROC_maxmax_HyperParams)
  print('------------------------------------------------------------------------')
  
  print('Maximum Value AUCPRmax: ', AUCPR_maxmax)
  print('Index Maximum Value AUCPRmax: ',AUCPR_maxmax_indx)
  print('HyperParams- Index Maximum Value AUCPRmax: ')
  print(AUCPR_maxmax_HyperParams)
  print('------------------------------------------------------------------------')
  
  print('Maximum Value AUCROClast: ', AUCROC_lastmax)
  print('Index Maximum Value AUCROClast: ', AUCROC_lastmax_indx)
  print('HyperParams- Index Maximum Value AUCROClast: ')
  print(AUCROC_lastmax_HyperParams)
  print('------------------------------------------------------------------------')
  
  print('Maximum Value AUCPRlast: ', AUCPR_lastmax)
  print('Index Maximum Value AUCPRlast: ', AUCPR_lastmax_indx)
  print('HyperParams- Index Maximum Value AUCPRlast: ')
  print(AUCPR_lastmax_HyperParams)
  
  
  
  
  
  